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Arena Intelligence Inc
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Composing aesthetic preference with explicit rubric rewards unlocks substantial gains in text-to-image generation, outperforming existing open-source models by a significant margin.
A novel kernel function circumvents gradient starvation in off-policy RLVR, enabling learning from previously discarded positive trajectories.
Stream4D transforms video generation by enabling coherent motion and dynamic scene representation, outperforming static critics that hinder realism.
